{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "19a496c5-f467-4d7b-8c4a-6d62bb2a1013",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息熵: 3.0704907978778286\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n",
      "findfont: Font family '/usr/share/fonts/ubuntu/Ubuntu-BI.ttf' not found.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读入图像\n",
    "import matplotlib\n",
    "matplotlib.rcParams['font.family'] = r\"/usr/share/fonts/winfonts/STSONG.TTF\"\n",
    "import os \n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img_path = 'image.jpg'\n",
    "img = Image.open(img_path)\n",
    "img_array = np.array(img)\n",
    "\n",
    "# 计算每个灰度级的频数和频率 \n",
    "gray_level = 256\n",
    "freq = np.zeros(gray_level)\n",
    "for i in range(img_array.shape[0]):   \n",
    "    for j in range(img_array.shape[1]):   \n",
    "        freq[img_array[i][j]] += 1\n",
    "freq_prob = freq / img_array.size   # 频率=频数/总像素数\n",
    "\n",
    "# 定义计算自信息的函数\n",
    "def self_info(freq_prob): \n",
    "    self_info = np.zeros(gray_level)\n",
    "    for i in range(gray_level):\n",
    "        if freq_prob[i] != 0:\n",
    "            self_info[i] = -np.log2(freq_prob[i])   # 自信息=-log2(频率)\n",
    "        else:\n",
    "            self_info[i] = 0\n",
    "    return self_info\n",
    "\n",
    "self_info = self_info(freq_prob)\n",
    "\n",
    "# 定义计算信息熵的函数\n",
    "def cal_entropy(freq_prob): \n",
    "    entropy = 0\n",
    "    for i in range(gray_level):\n",
    "        if freq_prob[i] != 0:\n",
    "            entropy -= freq_prob[i] * np.log2(freq_prob[i])  \n",
    "    return entropy\n",
    "\n",
    "entropy = cal_entropy(freq_prob)\n",
    "print('信息熵:', entropy)\n",
    "\n",
    "# 可视化\n",
    "plt.subplot(221)   # 摆放原图\n",
    "plt.imshow(img) \n",
    "\n",
    "plt.subplot(222)   # 摆放频数图\n",
    "plt.bar(range(gray_level), freq)\n",
    "\n",
    "plt.subplot(223)   # 摆放自信息图\n",
    "plt.bar(range(gray_level), self_info)\n",
    "\n",
    "plt.text(150, 8, '信息熵:%.3f' %entropy) # 在图中添加信息熵信息\n",
    "\n",
    "plt.show()  # 展示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cbb5b55",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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